






"""simple docstring"""







import argparse
import os
import re


_UpperCamelCase	     =    """src/diffusers"""

# Pattern that looks at the indentation in a line.
_UpperCamelCase	     =    re.compile(R"""^(\s*)\S""")
# Pattern that matches `"key":" and puts `key` in group 0.
_UpperCamelCase	     =    re.compile(R"""^\s*\"([^\"]+)\":""")
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
_UpperCamelCase	     =    re.compile(R"""^\s*_import_structure\[\"([^\"]+)\"\]""")
# Pattern that matches `"key",` and puts `key` in group 0.
_UpperCamelCase	     =    re.compile(R"""^\s*\"([^\"]+)\",\s*$""")
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
_UpperCamelCase	     =    re.compile(R"""\[([^\]]+)\]""")

def _a					(						_snake_case				):







      """simple docstring"""






      UpperCAmelCase							     =			_re_indent.search(_snake_case				)
      return "" if search is None else search.groups()[0]

def _a					(						_snake_case ,			_snake_case="" ,			_snake_case=None ,			_snake_case=None				):







      """simple docstring"""






      UpperCAmelCase							     =			0
      UpperCAmelCase							     =			code.split("""\n"""				)
      if start_prompt is not None:
            while not lines[index].startswith(_snake_case				):
                  index += 1
            UpperCAmelCase							     =			["""\n""".join(lines[:index]				)]
      else:
            UpperCAmelCase							     =			[]

      # We split into blocks until we get to the `end_prompt` (or the end of the block).
      UpperCAmelCase							     =			[lines[index]]
      index += 1
      while index < len(_snake_case				) and (end_prompt is None or not lines[index].startswith(_snake_case				)):
            if len(lines[index]				) > 0 and get_indent(lines[index]				) == indent_level:
                  if len(_snake_case				) > 0 and get_indent(current_block[-1]				).startswith(indent_level + """ """				):
                        current_block.append(lines[index]				)
                        blocks.append("""\n""".join(_snake_case				)				)
                        if index < len(_snake_case				) - 1:
                              UpperCAmelCase							     =			[lines[index + 1]]
                              index += 1
                        else:
                              UpperCAmelCase							     =			[]
                  else:
                        blocks.append("""\n""".join(_snake_case				)				)
                        UpperCAmelCase							     =			[lines[index]]
            else:
                  current_block.append(lines[index]				)
            index += 1

      # Adds current block if it's nonempty.
      if len(_snake_case				) > 0:
            blocks.append("""\n""".join(_snake_case				)				)

      # Add final block after end_prompt if provided.
      if end_prompt is not None and index < len(_snake_case				):
            blocks.append("""\n""".join(lines[index:]				)				)

      return blocks

def _a					(						_snake_case				):







      """simple docstring"""






      def _inner(_snake_case				):
            return key(_snake_case				).lower().replace("""_""" ,			""""""				)

      return _inner

def _a					(						_snake_case ,			_snake_case=None				):







      """simple docstring"""






      def noop(_snake_case				):
            return x

      if key is None:
            UpperCAmelCase							     =			noop
      # Constants are all uppercase, they go first.
      UpperCAmelCase							     =			[obj for obj in objects if key(_snake_case				).isupper()]
      # Classes are not all uppercase but start with a capital, they go second.
      UpperCAmelCase							     =			[obj for obj in objects if key(_snake_case				)[0].isupper() and not key(_snake_case				).isupper()]
      # Functions begin with a lowercase, they go last.
      UpperCAmelCase							     =			[obj for obj in objects if not key(_snake_case				)[0].isupper()]

      UpperCAmelCase							     =			ignore_underscore(_snake_case				)
      return sorted(_snake_case ,			key=_snake_case				) + sorted(_snake_case ,			key=_snake_case				) + sorted(_snake_case ,			key=_snake_case				)

def _a					(						_snake_case				):







      """simple docstring"""






      def _replace(_snake_case				):
            UpperCAmelCase							     =			match.groups()[0]
            if "," not in imports:
                  return F'''[{imports}]'''
            UpperCAmelCase							     =			[part.strip().replace("""\"""" ,			""""""				) for part in imports.split(""","""				)]
            # We will have a final empty element if the line finished with a comma.
            if len(keys[-1]				) == 0:
                  UpperCAmelCase							     =			keys[:-1]
            return "[" + ", ".join([F'''\"{k}\"''' for k in sort_objects(_snake_case				)]				) + "]"

      UpperCAmelCase							     =			import_statement.split("""\n"""				)
      if len(_snake_case				) > 3:
            # Here we have to sort internal imports that are on several lines (one per name):
            # key: [
            #     "object1",
            #     "object2",
            #     ...
            # ]

            # We may have to ignore one or two lines on each side.
            UpperCAmelCase							     =			2 if lines[1].strip() == """[""" else 1
            UpperCAmelCase							     =			[(i, _re_strip_line.search(_snake_case				).groups()[0]) for i, line in enumerate(lines[idx:-idx]				)]
            UpperCAmelCase							     =			sort_objects(_snake_case ,			key=lambda _snake_case				: x[1]				)
            UpperCAmelCase							     =			[lines[x[0] + idx] for x in sorted_indices]
            return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]				)
      elif len(_snake_case				) == 3:
            # Here we have to sort internal imports that are on one separate line:
            # key: [
            #     "object1", "object2", ...
            # ]
            if _re_bracket_content.search(lines[1]				) is not None:
                  UpperCAmelCase							     =			_re_bracket_content.sub(_replace ,			lines[1]				)
            else:
                  UpperCAmelCase							     =			[part.strip().replace("""\"""" ,			""""""				) for part in lines[1].split(""","""				)]
                  # We will have a final empty element if the line finished with a comma.
                  if len(keys[-1]				) == 0:
                        UpperCAmelCase							     =			keys[:-1]
                  UpperCAmelCase							     =			get_indent(lines[1]				) + """, """.join([F'''\"{k}\"''' for k in sort_objects(_snake_case				)]				)
            return "\n".join(_snake_case				)
      else:
            # Finally we have to deal with imports fitting on one line
            UpperCAmelCase							     =			_re_bracket_content.sub(_replace ,			_snake_case				)
            return import_statement

def _a					(						_snake_case ,			_snake_case=True				):







      """simple docstring"""






      with open(_snake_case ,			"""r"""				) as f:
            UpperCAmelCase							     =			f.read()

      if "_import_structure" not in code:
            return

      # Blocks of indent level 0
      UpperCAmelCase							     =			split_code_in_indented_blocks(
          _snake_case ,			start_prompt="""_import_structure = {""" ,			end_prompt="""if TYPE_CHECKING:"""				)

      # We ignore block 0 (everything until start_prompt) and the last block (everything after end_prompt).
      for block_idx in range(1 ,			len(_snake_case				) - 1				):
            # Check if the block contains some `_import_structure`s thingy to sort.
            UpperCAmelCase							     =			main_blocks[block_idx]
            UpperCAmelCase							     =			block.split("""\n"""				)

            # Get to the start of the imports.
            UpperCAmelCase							     =			0
            while line_idx < len(_snake_case				) and "_import_structure" not in block_lines[line_idx]:
                  # Skip dummy import blocks
                  if "import dummy" in block_lines[line_idx]:
                        UpperCAmelCase							     =			len(_snake_case				)
                  else:
                        line_idx += 1
            if line_idx >= len(_snake_case				):
                  continue

            # Ignore beginning and last line: they don't contain anything.
            UpperCAmelCase							     =			"""\n""".join(block_lines[line_idx:-1]				)
            UpperCAmelCase							     =			get_indent(block_lines[1]				)
            # Slit the internal block into blocks of indent level 1.
            UpperCAmelCase							     =			split_code_in_indented_blocks(_snake_case ,			indent_level=_snake_case				)
            # We have two categories of import key: list or _import_structure[key].append/extend
            UpperCAmelCase							     =			_re_direct_key if """_import_structure""" in block_lines[0] else _re_indirect_key
            # Grab the keys, but there is a trap: some lines are empty or just comments.
            UpperCAmelCase							     =			[(pattern.search(_snake_case				).groups()[0] if pattern.search(_snake_case				) is not None else None) for b in internal_blocks]
            # We only sort the lines with a key.
            UpperCAmelCase							     =			[(i, key) for i, key in enumerate(_snake_case				) if key is not None]
            UpperCAmelCase							     =			[x[0] for x in sorted(_snake_case ,			key=lambda _snake_case				: x[1]				)]

            # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
            UpperCAmelCase							     =			0
            UpperCAmelCase							     =			[]
            for i in range(len(_snake_case				)				):
                  if keys[i] is None:
                        reordered_blocks.append(internal_blocks[i]				)
                  else:
                        UpperCAmelCase							     =			sort_objects_in_import(internal_blocks[sorted_indices[count]]				)
                        reordered_blocks.append(_snake_case				)
                        count += 1

        # And we put our main block back together with its first and last line.
            UpperCAmelCase							     =			"""\n""".join(block_lines[:line_idx] + reordered_blocks + [block_lines[-1]]				)

      if code != "\n".join(_snake_case				):
            if check_only:
                  return True
            else:
                  print(F'''Overwriting {file}.'''				)
                  with open(_snake_case ,			"""w"""				) as f:
                        f.write("""\n""".join(_snake_case				)				)

def _a					(						_snake_case=True				):







      """simple docstring"""






      UpperCAmelCase							     =			[]
      for root, _, files in os.walk(_snake_case				):
            if "__init__.py" in files:
                  UpperCAmelCase							     =			sort_imports(os.path.join(_snake_case ,			"""__init__.py"""				) ,			check_only=_snake_case				)
                  if result:
                        UpperCAmelCase							     =			[os.path.join(_snake_case ,			"""__init__.py"""				)]
      if len(_snake_case				) > 0:
            raise ValueError(F'''Would overwrite {len(_snake_case				)} files, run `make style`.'''				)


if __name__ == "__main__":
  _UpperCamelCase	     =    argparse.ArgumentParser()
  parser.add_argument("""--check_only""", action="""store_true""", help="""Whether to only check or fix style.""")
  _UpperCamelCase	     =    parser.parse_args()

  sort_imports_in_all_inits(check_only=args.check_only)




from ...configuration_utils import PretrainedConfig
from ...utils import logging


__a    :	List[Any]         =    logging.get_logger(__name__)

__a    :	List[Any]         =    {
    """MIT/ast-finetuned-audioset-10-10-0.4593""": (
        """https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/resolve/main/config.json"""
    ),
}




class   _UpperCamelCase (		_UpperCAmelCase					):


			"""simple docstring"""






			__a    :					Optional[Any]     					=		'''audio-spectrogram-transformer'''





			def __init__(  self ,  lowerCAmelCase__=7_68 ,  lowerCAmelCase__=12 ,  lowerCAmelCase__=12 ,  lowerCAmelCase__=30_72 ,  lowerCAmelCase__="gelu" ,  lowerCAmelCase__=0.0 ,  lowerCAmelCase__=0.0 ,  lowerCAmelCase__=0.02 ,  lowerCAmelCase__=1E-12 ,  lowerCAmelCase__=16 ,  lowerCAmelCase__=True ,  lowerCAmelCase__=10 ,  lowerCAmelCase__=10 ,  lowerCAmelCase__=10_24 ,  lowerCAmelCase__=1_28 ,  **lowerCAmelCase__ ,  )	->   Optional[Any]:

							'''simple docstring'''


							super().__init__(**lowerCAmelCase__		)

							__lowercase					     =				hidden_size
							__lowercase					     =				num_hidden_layers
							__lowercase					     =				num_attention_heads
							__lowercase					     =				intermediate_size
							__lowercase					     =				hidden_act
							__lowercase					     =				hidden_dropout_prob
							__lowercase					     =				attention_probs_dropout_prob
							__lowercase					     =				initializer_range
							__lowercase					     =				layer_norm_eps
							__lowercase					     =				patch_size
							__lowercase					     =				qkv_bias
							__lowercase					     =				frequency_stride
							__lowercase					     =				time_stride
							__lowercase					     =				max_length
							__lowercase					     =				num_mel_bins